3.1.1 Main Indicators
In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.
| com | name | dgr_int | dgr |
|---|---|---|---|
| Community 1: KB 1 | |||
| 1 | MCGUIRE K.J. MCDONNELL J.J. A REVIEW AND EVALUATION OF CATCHMENT TRANSIT TIME MODELING (2006) | 5066 | 5212 |
| 1 | HARMAN C.J. TIME-VARIABLE TRANSIT TIME DISTRIBUTIONS AND TRANSPORT: THEORY AND APPLICATION TO STORAGE-DEPENDENT TRANSPORT OF CHLORIDE IN A WATERSHE... | 3586 | 3713 |
| 1 | TETZLAFF D. BIRKEL C. DICK J. GERIS J. SOULSBY C. STORAGE DYNAMICS IN HYDROPEDOLOGICAL UNITS CONTROL HILLSLOPE CONNECTIVITY RUNOFF GENERATION AND T... | 2492 | 2595 |
| 1 | MCGUIRE K.J. MCDONNELL J.J. WEILER M. KENDALL C. MCGLYNN B.L. WELKER J.M. SEIBERT J. THE ROLE OF TOPOGRAPHY ON CATCHMENT-SCALE WATER RESIDENCE TIME... | 2279 | 2354 |
| 1 | JASECHKO S. KIRCHNER J.W. WELKER J.M. MCDONNELL J.J. SUBSTANTIAL PROPORTION OF GLOBAL STREAMFLOW LESS THAN THREE MONTHS OLD (2016) | 2277 | 2323 |
| 1 | BOTTER G. BERTUZZO E. RINALDO A. CATCHMENT RESIDENCE AND TRAVEL TIME DISTRIBUTIONS: THE MASTER EQUATION (2011) | 2276 | 2378 |
| 1 | KIRCHNER J.W. FENG X. NEAL C. FRACTAL STREAM CHEMISTRY AND ITS IMPLICATIONS FOR CONTAMINANT TRANSPORT IN CATCHMENTS (2000) | 2251 | 2309 |
| 1 | HRACHOWITZ M. SAVENIJE H. BOGAARD T.A. TETZLAFF D. SOULSBY C. WHAT CAN FLUX TRACKING TEACH US ABOUT WATER AGE DISTRIBUTION PATTERNS AND THEIR TEMPO... | 2093 | 2270 |
| 1 | BOTTER G. BERTUZZO E. RINALDO A. TRANSPORT IN THE HYDROLOGIC RESPONSE: TRAVEL TIME DISTRIBUTIONS SOIL MOISTURE DYNAMICS AND THE OLD WATER PARADOX (... | 2041 | 2142 |
| 1 | KLAUS J. MCDONNELL J.J. HYDROGRAPH SEPARATION USING STABLE ISOTOPES: REVIEW AND EVALUATION (2013) | 2007 | 2088 |
| Community 2: KB 2 | |||
| 2 | ROUND F.E. CRAWFORD R.M. MANN D.G. (1990) | 5576 | 5611 |
| 2 | VAN DAM H. MERTENS A. SINKELDAM J. A CODED CHECKLIST AND ECOLOGICAL INDICATOR VALUES OF FRESHWATER DIATOMS FROM THE NETHERLANDS (1994) | 1577 | 1632 |
| 2 | KÜTZING F.T. (1844) | 1199 | 1202 |
| 2 | ROSS R. COX E.J. KARAYEVA N.I. MANN D.G. PADDOCK T.B.B. SIMONSEN R. SIMS P.A. AN AMENDED TERMINOLOGY FOR THE SILICEOUS COMPONENTS OF THE DIATOM CEL... | 1049 | 1049 |
| 2 | RIMET F. BOUCHEZ A. LIFE-FORMS CELL-SIZES AND ECOLOGICAL GUILDS OF DIATOMS IN EUROPEAN RIVERS (2012) | 618 | 625 |
| 2 | MANN D.G. VANORMELINGEN P. AN INORDINATE FONDNESS? THE NUMBER DISTRIBUTIONS AND ORIGINS OF DIATOM SPECIES (2013) | 546 | 550 |
| 2 | HOFMANN G. WERUM M. LANGE-BERTALOT H. (2011) | 514 | 520 |
| 2 | WILLIAMS D.M. ROUND F.E. REVISION OF THE GENUS FRAGILARIA (1987) | 507 | 507 |
| 2 | ROUND F.E. BUKHTIYAROVA L. FOUR NEW GENERA BASED ON ACHNANTHES (ACHNANTHIDIUM) | 473 | 473 |
| 2 | KRAMMER K. CYMBOPLEURA DELICATA NAVICYMBULA GOMPHOCYMBELLOPSIS AFROCYMBELLA (2003) | 464 | 468 |
| Community 3: KB 3 | |||
| 3 | FIERER N. BRADFORD M.A. JACKSON R.B. TOWARD AN ECOLOGICAL CLASSIFICATION OF SOIL BACTERIA (2007) | 4322 | 4326 |
| 3 | LAUBER C.L. HAMADY M. KNIGHT R. FIERER N. PYROSEQUENCING-BASED ASSESSMENT OF SOIL PH AS A PREDICTOR OF SOIL BACTERIAL COMMUNITY STRUCTURE AT THE CO... | 4120 | 4131 |
| 3 | EDGAR R.C. SEARCH AND CLUSTERING ORDERS OF MAGNITUDE FASTER THAN BLAST (2010) | 3162 | 3223 |
| 3 | FIERER N. JACKSON R.B. THE DIVERSITY AND BIOGEOGRAPHY OF SOIL BACTERIAL COMMUNITIES (2006) | 2220 | 2220 |
| 3 | EDGAR R.C. HAAS B.J. CLEMENTE J.C. QUINCE C. KNIGHT R. UCHIME IMPROVES SENSITIVITY AND SPEED OF CHIMERA DETECTION (2011) | 1834 | 1851 |
| 3 | TRESEDER K.K. NITROGEN ADDITIONS AND MICROBIAL BIOMASS: A META-ANALYSIS OF ECOSYSTEM STUDIES (2008) | 1489 | 1492 |
| 3 | BERG G. SMALLA K. PLANT SPECIES AND SOIL TYPE COOPERATIVELY SHAPE THE STRUCTURE AND FUNCTION OF MICROBIAL COMMUNITIES IN THE RHIZOSPHERE (2009) | 1379 | 1388 |
| 3 | RAMIREZ K.S. CRAINE J.M. FIERER N. CONSISTENT EFFECTS OF NITROGEN AMENDMENTS ON SOIL MICROBIAL COMMUNITIES AND PROCESSES ACROSS BIOMES (2012) | 1259 | 1259 |
| 3 | JANSSEN P.H. IDENTIFYING THE DOMINANT SOIL BACTERIAL TAXA IN LIBRARIES OF 16S RRNA AND 16S RRNA GENES (2006) | 1235 | 1235 |
| 3 | PHILIPPOT L. RAAIJMAKERS J.M. LEMANCEAU P. VAN DER PUTTEN W.H. GOING BACK TO THE ROOTS: THE MICROBIAL ECOLOGY OF THE RHIZOSPHERE (2013) | 1158 | 1161 |
| Community 4: KB 4 | |||
| 4 | MA J.F. YAMAJI N. A COOPERATIVE SYSTEM OF SILICON TRANSPORT IN PLANTS (2015) | 3549 | 3549 |
| 4 | MA J.F. TAMAI K. YAMAJI N. MITANI N. KONISHI S. KATSUHARA M. ISHIGURO M. YANO M. A SILICON TRANSPORTER IN RICE (2006) | 2961 | 2961 |
| 4 | MA J.F. YAMAJI N. SILICON UPTAKE AND ACCUMULATION IN HIGHER PLANTS (2006) | 2882 | 2882 |
| 4 | MA J.F. YAMAJI N. MITANI N. TAMAI K. KONISHI S. FUJIWARA T. KATSUHARA M. YANO M. AN EFFLUX TRANSPORTER OF SILICON IN RICE (2007) | 2472 | 2472 |
| 4 | MA J.F. ROLE OF SILICON IN ENHANCING THE RESISTANCE OF PLANTS TO BIOTIC AND ABIOTIC STRESSES (2004) | 2460 | 2460 |
| 4 | EPSTEIN E. THE ANOMALY OF SILICON IN PLANT BIOLOGY (1994) | 2432 | 2432 |
| 4 | EPSTEIN E. SILICON (1999) | 2275 | 2275 |
| 4 | HODSON M.J. WHITE P.J. MEAD A. BROADLEY M.R. PHYLOGENETIC VARIATION IN THE SILICON COMPOSITION OF PLANTS (2005) | 2036 | 2036 |
| 4 | CHIBA Y. MITANI N. YAMAJI N. MA J.F. HVLSI1 IS A SILICON INFLUX TRANSPORTER IN BARLEY (2009) | 1946 | 1946 |
| 4 | MITANI N. MA J.F. UPTAKE SYSTEM OF SILICON IN DIFFERENT PLANT SPECIES (2005) | 1504 | 1504 |
| Community 5: KB 5 | |||
| 5 | SCHOUPS G. VRUGT J.A. A FORMAL LIKELIHOOD FUNCTION FOR PARAMETER AND PREDICTIVE INFERENCE OF HYDROLOGIC MODELS WITH CORRELATED HETEROSCEDASTIC AND ... | 1414 | 1504 |
| 5 | KIRCHNER J.W. GETTING THE RIGHT ANSWERS FOR THE RIGHT REASONS: LINKING MEASUREMENTS ANALYSES AND MODELS TO ADVANCE THE SCIENCE OF HYDROLOGY (2006) | 1405 | 2269 |
| 5 | GUPTA H.V. KLING H. YILMAZ K.K. MARTINEZ G.F. DECOMPOSITION OF THE MEAN SQUARED ERROR AND NSE PERFORMANCE CRITERIA: IMPLICATIONS FOR IMPROVING HYDR... | 1209 | 1577 |
| 5 | SEIBERT J. MCDONNELL J.J. ON THE DIALOG BETWEEN EXPERIMENTALIST AND MODELER IN CATCHMENT HYDROLOGY: USE OF SOFT DATA FOR MULTICRITERIA MODEL CALIBR... | 1055 | 1259 |
| 5 | CLARK M.P. KAVETSKI D. FENICIA F. PURSUING THE METHOD OF MULTIPLE WORKING HYPOTHESES FOR HYDROLOGICAL MODELING (2011) | 1049 | 1171 |
| 5 | GUPTA H.V. WAGENER T. LIU Y. RECONCILING THEORY WITH OBSERVATIONS: ELEMENTS OF A DIAGNOSTIC APPROACH TO MODEL EVALUATION (2008) | 1044 | 1076 |
| 5 | FENICIA F. KAVETSKI D. SAVENIJE H.H.G. ELEMENTS OF A FLEXIBLE APPROACH FOR CONCEPTUAL HYDROLOGICAL MODELING: 1. MOTIVATION AND THEORETICAL DEVELOPM... | 950 | 986 |
| 5 | GHARARI S. HRACHOWITZ M. FENICIA F. GAO H. SAVENIJE H.H.G. USING EXPERT KNOWLEDGE TO INCREASE REALISM IN ENVIRONMENTAL SYSTEM MODELS CAN DRAMATICAL... | 915 | 992 |
| 5 | HRACHOWITZ M. FOVET O. RUIZ L. EUSER T. GHARARI S. NIJZINK R. FREER J. GASCUEL-ODOUX C. PROCESS CONSISTENCY IN MODELS: THE IMPORTANCE OF SYSTEM SIG... | 850 | 917 |
| 5 | EUSER T. WINSEMIUS H.C. HRACHOWITZ M. FENICIA F. UHLENBROOK S. SAVENIJE H.H.G. A FRAMEWORK TO ASSESS THE REALISM OF MODEL STRUCTURES USING HYDROLOG... | 843 | 870 |
| Community 6: KB 6 | |||
| 6 | MARTINIS S. TWELE A. VOIGT S. TOWARDS OPERATIONAL NEAR REAL-TIME FLOOD DETECTION USING A SPLIT-BASED AUTOMATIC THRESHOLDING PROCEDURE ON HIGH RESOL... | 1730 | 1730 |
| 6 | TWELE A. CAO W. PLANK S. MARTINIS S. SENTINEL-1-BASED FLOOD MAPPING: A FULLY AUTOMATED PROCESSING CHAIN (2016) | 1290 | 1290 |
| 6 | PULVIRENTI L. PIERDICCA N. CHINI M. GUERRIERO L. AN ALGORITHM FOR OPERATIONAL FLOOD MAPPING FROM SYNTHETIC APERTURE RADAR (SAR) | 1279 | 1279 |
| 6 | MARTINIS S. KERSTEN J. TWELE A. A FULLY AUTOMATED TERRASAR-X BASED FLOOD SERVICE (2015) | 1160 | 1160 |
| 6 | CHINI M. HOSTACHE R. GIUSTARINI L. MATGEN P. A HIERARCHICAL SPLIT-BASED APPROACH FOR PARAMETRIC THRESHOLDING OF SAR IMAGES: FLOOD INUNDATION AS A T... | 895 | 895 |
| 6 | MATGEN P. HOSTACHE R. SCHUMANN G. PFISTER L. HOFFMANN L. SAVENIJE H.H.G. TOWARDS AN AUTOMATED SAR-BASED FLOOD MONITORING SYSTEM: LESSONS LEARNED FR... | 796 | 796 |
| 6 | PULVIRENTI L. CHINI M. PIERDICCA N. BONI G. USE OF SAR DATA FOR DETECTING FLOODWATER IN URBAN AND AGRICULTURAL AREAS: THE ROLE OF THE INTERFEROMETR... | 755 | 755 |
| 6 | SCHLAFFER S. MATGEN P. HOLLAUS M. WAGNER W. FLOOD DETECTION FROM MULTI-TEMPORAL SAR DATA USING HARMONIC ANALYSIS AND CHANGE DETECTION (2015) | 645 | 645 |
| 6 | PULVIRENTI L. CHINI M. PIERDICCA N. GUERRIERO L. FERRAZZOLI P. FLOOD MONITORING USING MULTI-TEMPORAL COSMO-SKYMED DATA: IMAGE SEGMENTATION AND SIGN... | 620 | 623 |
| 6 | GIUSTARINI L. HOSTACHE R. KAVETSKI D. CHINI M. CORATO G. SCHLAFFER S. MATGEN P. PROBABILISTIC FLOOD MAPPING USING SYNTHETIC APERTURE RADAR DATA (2016) | 580 | 580 |